Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5693 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 533.8 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
df_index is highly correlated with customer_id and 2 other fields | High correlation |
gross_revenue is highly correlated with purchases_quantity and 4 other fields | High correlation |
recency_days is highly correlated with df_index and 2 other fields | High correlation |
purchases_quantity is highly correlated with gross_revenue and 2 other fields | High correlation |
basket_size is highly correlated with gross_revenue and 4 other fields | High correlation |
qt_products is highly correlated with gross_revenue and 2 other fields | High correlation |
max_recency is highly correlated with df_index and 2 other fields | High correlation |
qt_returns is highly correlated with gross_revenue and 2 other fields | High correlation |
purchased_returned_diff is highly correlated with gross_revenue and 3 other fields | High correlation |
frequency is highly correlated with purchases_quantity | High correlation |
avg_ticket is highly correlated with gross_revenue and 2 other fields | High correlation |
customer_id is highly correlated with df_index and 2 other fields | High correlation |
gross_revenue is highly skewed (γ1 = 21.65111285) | Skewed |
basket_size is highly skewed (γ1 = 23.05322796) | Skewed |
avg_ticket is highly skewed (γ1 = 53.23956349) | Skewed |
qt_returns is highly skewed (γ1 = 51.51976197) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
qt_returns has 4190 (73.6%) zeros | Zeros |
purchased_returned_diff has 115 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-18 03:03:20.317031 |
|---|---|
| Analysis finished | 2022-11-18 03:03:49.840412 |
| Duration | 29.52 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 5693 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2897.769542 |
| Minimum | 0 |
|---|---|
| Maximum | 5786 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 292.6 |
| Q1 | 1457 |
| median | 2900 |
| Q3 | 4342 |
| 95-th percentile | 5495.4 |
| Maximum | 5786 |
| Range | 5786 |
| Interquartile range (IQR) | 2885 |
Descriptive statistics
| Standard deviation | 1668.431283 |
|---|---|
| Coefficient of variation (CV) | 0.5757639656 |
| Kurtosis | -1.195986729 |
| Mean | 2897.769542 |
| Median Absolute Deviation (MAD) | 1443 |
| Skewness | -0.003756457883 |
| Sum | 16497002 |
| Variance | 2783662.945 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3891 | 1 | < 0.1% |
| 3867 | 1 | < 0.1% |
| 3866 | 1 | < 0.1% |
| 3865 | 1 | < 0.1% |
| 3864 | 1 | < 0.1% |
| 3863 | 1 | < 0.1% |
| 3862 | 1 | < 0.1% |
| 3861 | 1 | < 0.1% |
| 3860 | 1 | < 0.1% |
| Other values (5683) | 5683 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5786 | 1 | |
| 5785 | 1 | |
| 5784 | 1 | |
| 5783 | 1 | |
| 5782 | 1 | |
| 5781 | 1 | |
| 5780 | 1 | |
| 5779 | 1 | |
| 5778 | 1 | |
| 5777 | 1 |
| Distinct | 5693 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16429.71158 |
| Minimum | 12346 |
|---|---|
| Maximum | 21997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 12346 |
|---|---|
| 5-th percentile | 12698.8 |
| Q1 | 14288 |
| median | 16227 |
| Q3 | 18211 |
| 95-th percentile | 21020.8 |
| Maximum | 21997 |
| Range | 9651 |
| Interquartile range (IQR) | 3923 |
Descriptive statistics
| Standard deviation | 2563.802211 |
|---|---|
| Coefficient of variation (CV) | 0.1560466962 |
| Kurtosis | -0.8649309179 |
| Mean | 16429.71158 |
| Median Absolute Deviation (MAD) | 1963 |
| Skewness | 0.3130952856 |
| Sum | 93534348 |
| Variance | 6573081.777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 20399 | 1 | < 0.1% |
| 16498 | 1 | < 0.1% |
| 13745 | 1 | < 0.1% |
| 15584 | 1 | < 0.1% |
| 20377 | 1 | < 0.1% |
| 20376 | 1 | < 0.1% |
| 20375 | 1 | < 0.1% |
| 20374 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| Other values (5683) | 5683 |
| Value | Count | Frequency (%) |
| 12346 | 1 | |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 |
| Value | Count | Frequency (%) |
| 21997 | 1 | |
| 21996 | 1 | |
| 21995 | 1 | |
| 21994 | 1 | |
| 21993 | 1 | |
| 21992 | 1 | |
| 21988 | 1 | |
| 21987 | 1 | |
| 21984 | 1 | |
| 21983 | 1 |
| Distinct | 5449 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1803.12215 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.128 |
| Q1 | 236.18 |
| median | 612.78 |
| Q3 | 1571.19 |
| 95-th percentile | 5326.398 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1335.01 |
Descriptive statistics
| Standard deviation | 7884.351281 |
|---|---|
| Coefficient of variation (CV) | 4.372610741 |
| Kurtosis | 610.3336303 |
| Mean | 1803.12215 |
| Median Absolute Deviation (MAD) | 478.74 |
| Skewness | 21.65111285 |
| Sum | 10265174.4 |
| Variance | 62162995.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 2.95 | 8 | 0.1% |
| 4.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 3.75 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5439) | 5621 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 77183.6 | 1 | |
| 72882.09 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8115229 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 38 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22 |
| median | 71 |
| Q3 | 199 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177 |
Descriptive statistics
| Standard deviation | 111.591303 |
|---|---|
| Coefficient of variation (CV) | 0.9553107448 |
| Kurtosis | -0.6395565525 |
| Mean | 116.8115229 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8157757981 |
| Sum | 665008 |
| Variance | 12452.6189 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 78 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4818 |
| Value | Count | Frequency (%) |
| 0 | 38 | 0.7% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 78 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.471631829 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.807831418 |
|---|---|
| Coefficient of variation (CV) | 1.960988882 |
| Kurtosis | 300.7030961 |
| Mean | 3.471631829 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.16111093 |
| Sum | 19764 |
| Variance | 46.34656861 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2869 | |
| 2 | 825 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 70 | 1.2% |
| 11 | 54 | 0.9% |
| Other values (47) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2869 | |
| 2 | 825 | 14.5% |
| 3 | 503 | 8.8% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 70 | 1.2% |
| 10 | 54 | 0.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
| Distinct | 1843 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 978.8603548 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 106 |
| median | 317 |
| Q3 | 806 |
| 95-th percentile | 2943.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 700 |
Descriptive statistics
| Standard deviation | 4429.497205 |
|---|---|
| Coefficient of variation (CV) | 4.525157427 |
| Kurtosis | 785.219949 |
| Mean | 978.8603548 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 23.05322796 |
| Sum | 5572652 |
| Variance | 19620445.49 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 72 | 1.3% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 25 | 0.4% |
| 88 | 22 | 0.4% |
| 72 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1833) | 5255 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 72 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80179 | 1 | |
| 77373 | 1 | |
| 74215 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 |
| Distinct | 529 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.61233093 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 106 |
| 95-th percentile | 332.4 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 210.2090138 |
|---|---|
| Coefficient of variation (CV) | 2.269773492 |
| Kurtosis | 508.9425687 |
| Mean | 92.61233093 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.7059352 |
| Sum | 527242 |
| Variance | 44187.82948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 256 | 4.5% |
| 2 | 148 | 2.6% |
| 3 | 110 | 1.9% |
| 10 | 101 | 1.8% |
| 6 | 99 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 90 | 1.6% |
| 4 | 86 | 1.5% |
| 7 | 84 | 1.5% |
| 11 | 83 | 1.5% |
| Other values (519) | 4544 |
| Value | Count | Frequency (%) |
| 1 | 256 | |
| 2 | 148 | |
| 3 | 110 | |
| 4 | 86 | 1.5% |
| 5 | 90 | 1.6% |
| 6 | 99 | 1.7% |
| 7 | 84 | 1.5% |
| 8 | 80 | 1.4% |
| 9 | 92 | 1.6% |
| 10 | 101 | 1.8% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5589 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
| Distinct | 5501 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.6078878 |
| Minimum | 0.42 |
|---|---|
| Maximum | 77183.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.459660952 |
| Q1 | 7.95 |
| median | 15.84941176 |
| Q3 | 21.96956522 |
| 95-th percentile | 76.32 |
| Maximum | 77183.6 |
| Range | 77183.18 |
| Interquartile range (IQR) | 14.01956522 |
Descriptive statistics
| Standard deviation | 1281.784009 |
|---|---|
| Coefficient of variation (CV) | 23.47250664 |
| Kurtosis | 2950.232891 |
| Mean | 54.6078878 |
| Median Absolute Deviation (MAD) | 7.485911765 |
| Skewness | 53.23956349 |
| Sum | 310882.7053 |
| Variance | 1642970.246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 1.25 | 9 | 0.2% |
| 2.95 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 1.65 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 3.35 | 6 | 0.1% |
| 4.15 | 6 | 0.1% |
| Other values (5491) | 5613 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77183.6 | 1 | |
| 56157.5 | 1 | |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 |
| Distinct | 365 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.4753206 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 67 |
| median | 135 |
| Q3 | 225 |
| 95-th percentile | 351 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 158 |
Descriptive statistics
| Standard deviation | 100.2344246 |
|---|---|
| Coefficient of variation (CV) | 0.657381301 |
| Kurtosis | -0.7722855338 |
| Mean | 152.4753206 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 0.5157041008 |
| Sum | 868042 |
| Variance | 10046.93988 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 154 | 44 | 0.8% |
| 63 | 44 | 0.8% |
| 213 | 40 | 0.7% |
| 42 | 37 | 0.6% |
| 53 | 35 | 0.6% |
| 64 | 35 | 0.6% |
| 101 | 35 | 0.6% |
| 119 | 34 | 0.6% |
| 50 | 34 | 0.6% |
| 56 | 34 | 0.6% |
| Other values (355) | 5321 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.1% |
| 1 | 11 | |
| 2 | 7 | 0.1% |
| 3 | 13 | |
| 4 | 18 | |
| 5 | 10 | |
| 7 | 15 | |
| 8 | 7 | 0.1% |
| 9 | 16 | |
| 10 | 23 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 16 | |
| 365 | 20 | |
| 364 | 12 | |
| 363 | 1 | < 0.1% |
| Distinct | 214 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.91779378 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 4190 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1474.979277 |
|---|---|
| Coefficient of variation (CV) | 31.43752419 |
| Kurtosis | 2717.510193 |
| Mean | 46.91779378 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 51.51976197 |
| Sum | 267103 |
| Variance | 2175563.868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 52 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (204) | 712 | 12.5% |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 150 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 74215 | 1 | |
| 9360 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3331 | 1 | |
| 2878 | 1 | |
| 2022 | 1 |
| Distinct | 1852 |
|---|---|
| Distinct (%) | 32.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 12 |
| Infinite (%) | 0.2% |
| Mean | -inf |
| Minimum | -inf |
|---|---|
| Maximum | 12.18870266 |
| Zeros | 115 |
| Zeros (%) | 2.0% |
| Negative | 12 |
| Negative (%) | 0.2% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | -inf |
|---|---|
| 5-th percentile | 1.386294361 |
| Q1 | 4.644390899 |
| median | 5.743003188 |
| Q3 | 6.678342115 |
| 95-th percentile | 7.958435846 |
| Maximum | 12.18870266 |
| Range | inf |
| Interquartile range (IQR) | 2.033951216 |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | -inf |
| Median Absolute Deviation (MAD) | 1.008098281 |
| Skewness | nan |
| Sum | -inf |
| Variance | nan |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 115 | 2.0% |
| 0.6931471806 | 71 | 1.2% |
| 1.098612289 | 51 | 0.9% |
| 1.386294361 | 49 | 0.9% |
| 1.609437912 | 35 | 0.6% |
| 1.791759469 | 29 | 0.5% |
| 2.48490665 | 24 | 0.4% |
| 4.477336814 | 22 | 0.4% |
| 4.276666119 | 22 | 0.4% |
| 1.945910149 | 20 | 0.4% |
| Other values (1842) | 5255 |
| Value | Count | Frequency (%) |
| -inf | 12 | 0.2% |
| 0 | 115 | |
| 0.6931471806 | 71 | |
| 1.098612289 | 51 | |
| 1.386294361 | 49 | |
| 1.609437912 | 35 | 0.6% |
| 1.791759469 | 29 | 0.5% |
| 1.945910149 | 20 | 0.4% |
| 2.079441542 | 18 | 0.3% |
| 2.197224577 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 12.18870266 | 1 | |
| 11.25085916 | 1 | |
| 11.24958472 | 1 | |
| 11.14245581 | 1 | |
| 11.06857399 | 1 | |
| 11.0511122 | 1 | |
| 11.03178808 | 1 | |
| 10.96856029 | 1 | |
| 10.95103459 | 1 | |
| 10.8075235 | 1 |
| Distinct | 1225 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5471335777 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.6 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01102941176 |
| Q1 | 0.02492211838 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.9750778816 |
Descriptive statistics
| Standard deviation | 0.550291935 |
|---|---|
| Coefficient of variation (CV) | 1.005772552 |
| Kurtosis | 139.1568734 |
| Mean | 0.5471335777 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.860114251 |
| Sum | 3114.831458 |
| Variance | 0.3028212137 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2877 | |
| 2 | 47 | 0.8% |
| 0.0625 | 18 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.03448275862 | 14 | 0.2% |
| 0.02127659574 | 13 | 0.2% |
| Other values (1215) | 2647 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2877 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5308310992 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | purchases_quantity | basket_size | qt_products | avg_ticket | max_recency | qt_returns | purchased_returned_diff | frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21000 | 372.00000 | 34.00000 | 1733.00000 | 297.00000 | 18.15222 | 372.00000 | 40.00000 | 7.43426 | 17.00000 |
| 1 | 1 | 13047 | 3232.59000 | 56.00000 | 9.00000 | 1390.00000 | 171.00000 | 18.90404 | 71.00000 | 35.00000 | 7.21156 | 0.02830 |
| 2 | 2 | 12583 | 6705.38000 | 2.00000 | 15.00000 | 5028.00000 | 232.00000 | 28.90250 | 73.00000 | 50.00000 | 8.51278 | 0.04032 |
| 3 | 3 | 13748 | 948.25000 | 95.00000 | 5.00000 | 439.00000 | 28.00000 | 33.86607 | 137.00000 | 0.00000 | 6.08450 | 0.01792 |
| 4 | 4 | 15100 | 876.00000 | 333.00000 | 3.00000 | 80.00000 | 3.00000 | 292.00000 | 333.00000 | 22.00000 | 4.06044 | 0.07317 |
| 5 | 5 | 15291 | 4623.30000 | 25.00000 | 14.00000 | 2102.00000 | 102.00000 | 45.32647 | 78.00000 | 29.00000 | 7.63675 | 0.04011 |
| 6 | 6 | 14688 | 5630.87000 | 7.00000 | 21.00000 | 3621.00000 | 327.00000 | 17.21979 | 48.00000 | 399.00000 | 8.07776 | 0.05722 |
| 7 | 7 | 17809 | 5411.91000 | 16.00000 | 12.00000 | 2057.00000 | 61.00000 | 88.71984 | 70.00000 | 41.00000 | 7.60887 | 0.03352 |
| 8 | 8 | 15311 | 60767.90000 | 0.00000 | 91.00000 | 38194.00000 | 2379.00000 | 25.54346 | 21.00000 | 474.00000 | 10.53795 | 0.24332 |
| 9 | 9 | 16098 | 2005.63000 | 87.00000 | 7.00000 | 613.00000 | 67.00000 | 29.93478 | 87.00000 | 0.00000 | 6.41836 | 0.02439 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | purchases_quantity | basket_size | qt_products | avg_ticket | max_recency | qt_returns | purchased_returned_diff | frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5683 | 5777 | 21988 | 4839.42000 | 1.00000 | 1.00000 | 1074.00000 | 62.00000 | 78.05516 | 1.00000 | 0.00000 | 6.97915 | 1.00000 |
| 5684 | 5778 | 13298 | 360.00000 | 1.00000 | 1.00000 | 96.00000 | 2.00000 | 180.00000 | 1.00000 | 0.00000 | 4.56435 | 1.00000 |
| 5685 | 5779 | 14569 | 227.39000 | 1.00000 | 1.00000 | 79.00000 | 12.00000 | 18.94917 | 1.00000 | 0.00000 | 4.36945 | 1.00000 |
| 5686 | 5780 | 21992 | 17.90000 | 1.00000 | 1.00000 | 14.00000 | 7.00000 | 2.55714 | 1.00000 | 0.00000 | 2.63906 | 1.00000 |
| 5687 | 5781 | 21993 | 3.35000 | 1.00000 | 1.00000 | 2.00000 | 2.00000 | 1.67500 | 1.00000 | 0.00000 | 0.69315 | 1.00000 |
| 5688 | 5782 | 21994 | 5699.00000 | 1.00000 | 1.00000 | 1747.00000 | 634.00000 | 8.98896 | 1.00000 | 0.00000 | 7.46566 | 1.00000 |
| 5689 | 5783 | 21995 | 6756.06000 | 0.00000 | 1.00000 | 2010.00000 | 730.00000 | 9.25488 | 0.00000 | 0.00000 | 7.60589 | 1.00000 |
| 5690 | 5784 | 21996 | 3217.20000 | 0.00000 | 1.00000 | 654.00000 | 59.00000 | 54.52881 | 0.00000 | 0.00000 | 6.48311 | 1.00000 |
| 5691 | 5785 | 21997 | 3950.72000 | 0.00000 | 1.00000 | 731.00000 | 217.00000 | 18.20608 | 0.00000 | 0.00000 | 6.59441 | 1.00000 |
| 5692 | 5786 | 12713 | 794.55000 | 0.00000 | 1.00000 | 505.00000 | 37.00000 | 21.47432 | 0.00000 | 0.00000 | 6.22456 | 1.00000 |